Systematic Chromatin Accessibility Analysis Based on Different Immunological Subtypes of Clear Cell Renal Cell Carcinoma

被引:6
|
作者
Zhang, Shiqiang [1 ]
Zheng, Wenzhong [2 ]
Jiang, Donggen [1 ]
Xiong, Haiyun [1 ]
Liao, Guolong [1 ]
Yang, Xiangwei [1 ]
Ma, He [1 ]
Li, Jun [1 ]
Qiu, Miaojuan [3 ]
Li, Binbin [3 ]
Sun, Chunhui [3 ]
Zhao, Jing [3 ]
Wang, Liling [4 ]
Pang, Jun [1 ]
机构
[1] Sun Yat Sen Univ, Affiliated Hosp 7, Dept Urol, Shenzhen, Peoples R China
[2] Fujian Med Univ Union Hosp, Dept Urol, Fuzhou, Peoples R China
[3] Sun Yat Sen Univ, Affiliated Hosp 7, Res Ctr, Shenzhen, Peoples R China
[4] Jinan Univ, Maternal & Child Hlth Res Inst, Baoan Womens & Childrens Hosp, Shenzhen, Peoples R China
来源
FRONTIERS IN ONCOLOGY | 2021年 / 11卷
基金
中国国家自然科学基金;
关键词
clear cell renal cell carcinoma; the tumor microenvironment; chromatin accessibility; transcription factor; immune cell infiltration; MICROENVIRONMENT;
D O I
10.3389/fonc.2021.575425
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Background Recent research of clear cell renal cell carcinoma (ccRCC) is focused on the tumor immune microenvironment (TIME). Chromatin accessibility is critical for regulation of gene expression. However, its role in different immunological subtypes of ccRCC based on immune cell infiltration has not been systematically studied. Methods Five hundred thirty patient data from The Cancer Genome Atlas Kidney Renal Clear Cell Carcinoma (TCGA-KIRC) were adopted to estimate immune cell infiltration. Twenty-four types of immune cells were evaluated with single-sample Gene Set Enrichment Analysis (ssGSEA). Patients were divided into two clusters based on immune cell infiltration. Systematic chromatin accessibility analysis was conducted based on the two clusters. Results We compared the relative expression of the immune gene signatures among 530 patients of TCGA-KIRC using ssGSEA. Overall survival (OS) analysis revealed 10 types of immune cells were significantly associated with prognosis. Patients were divided into two clusters based on 24 types of immune cell infiltration. Immune cell signals as well as PD-1/PD-L1 signal were higher in cluster 1. Among the two clusters, 2,400 differential peaks were found in TCGA-KIRC Transposase Accessible Chromatin with high-throughput sequencing (ATAC-seq) data. The distribution of differential peaks and prognosis-related immune cells in 23 chromosomes are essentially the same. There is no peak distribution downstream. The proportion of peaks upstream of the 5' transcription start site decreases, and both sides of binding regions of the TSS 0.1-1 kb becomes smaller. Enrichment analysis of GO and KEGG of these differential peaks showed that they are remarkably related to the immune regulation in tumor microenvironment. Known motifs and de novo motifs were found by linking motif annotations to different peaks. Survival analysis of related motif transcription factors were prognostic. The GSEA enrichment analysis showed that high SP1 expression positively correlates with TGF-beta signaling and inflammatory response, while negatively correlates with TNF-alpha signaling via NFKB. High KLF12 expression negatively correlates with interferon gamma response, IL2-STAT5 signaling, TNF-alpha signaling via NFKB, IL6-JAK-STAT3 signaling. Conclusion The abnormality of chromatin accessibility may play an important regulatory role in ccRCC immunity.
引用
收藏
页数:11
相关论文
共 50 条
  • [21] ANALYSIS OF THE MUTATIONAL LANDSCAPE OF SARCOMATOID CLEAR CELL RENAL CELL CARCINOMA COMPARED TO CONVENTIONAL CLEAR CELL RENAL CELL CARCINOMA
    Casuscelli, Jozefina
    Manley, Brandon J.
    Mano, Roy
    Redzematovic, Almedina
    Becerra, Maria F.
    Tennenbaum, Daniel M.
    Arcila, Maria E.
    Voss, Martin H.
    Feldman, Darren R.
    Motzer, Robert J.
    Coleman, Jonathan A.
    Russo, Paul
    Hsieh, James J.
    Hakimi, A. Ari
    JOURNAL OF UROLOGY, 2016, 195 (04): : E921 - E921
  • [22] Immunological perspective on the malignant progression of renal clear cell carcinoma
    Liu, Ji
    Zhang, Wentao
    Lin, Kang
    Ma, Wenchao
    Li, Wei
    Yao, Xudong
    ANNALS OF TRANSLATIONAL MEDICINE, 2021, 9 (20)
  • [23] Identification of IRF-associated molecular subtypes in clear cell renal cell carcinoma to characterize immunological characteristics and guide therapy
    Chen, Can
    Chen, Lin-Yuan
    Yang, Rui-Xia
    Zhang, Jie-Xin
    Shao, Peng-Fei
    Xu, Hua-Guo
    FRONTIERS IN ONCOLOGY, 2023, 12
  • [24] Systematic Analysis of Immune Infiltration and Predicting Prognosis in Clear Cell Renal Cell Carcinoma Based on the Inflammation Signature
    Zhang, Yuke
    Shi, Chunliu
    Chen, Yue
    Wang, Hongwei
    Chen, Feng
    Han, Ping
    GENES, 2022, 13 (10)
  • [25] PD-L1 expression in different non-clear cell renal cell carcinoma subtypes: an analysis of the SUNNIFORECAST cohort
    Ahrens, M.
    Vorfelder, L.
    Stoehr, C.
    Haanen, J.
    Escudier, B.
    Goupil, Gross M.
    Boleti, E.
    Gravis, G.
    Grimm, M. -O
    Negrier, S.
    Bedtke, J.
    Barthelemy, P.
    Castellano, D.
    Mellado, B.
    Ivanyi, P.
    Rottey, S.
    Floercken, A.
    Maroto, J. P.
    Suarez Rodriguez, C.
    Oosting, S.
    Panic, A.
    Hartmann, A.
    Bergmann, L.
    ONCOLOGY RESEARCH AND TREATMENT, 2023, 46 : 77 - 78
  • [26] Integrated genomic analysis identifies clinically relevant subtypes of renal clear cell carcinoma
    Peng Wu
    Jia-Li Liu
    Shi-Mei Pei
    Chang-Peng Wu
    Kai Yang
    Shu-Peng Wang
    Song Wu
    BMC Cancer, 18
  • [27] Integrated genomic analysis identifies clinically relevant subtypes of renal clear cell carcinoma
    Wu, Peng
    Liu, Jia-Li
    Pei, Shi-Mei
    Wu, Chang-Peng
    Yang, Kai
    Wang, Shu-Peng
    Wu, Song
    BMC CANCER, 2018, 18
  • [28] Percutaneous Cryoablation of Solitary, Sporadic Renal Cell Carcinoma: Outcome Analysis Based on Clear-Cell versus Papillary Subtypes
    Haddad, Mustafa M.
    Schmit, Grant D.
    Kurup, A. Nicholas
    Schmitz, John J.
    Boorjian, Stephen A.
    Geske, Jennifer
    Thompson, R. Houston
    Callstrom, Matthew R.
    Atwell, Thomas D.
    JOURNAL OF VASCULAR AND INTERVENTIONAL RADIOLOGY, 2018, 29 (08) : 1122 - 1126
  • [29] Clear Cell Renal Cell Carcinoma: Discrimination from Other Renal Cell Carcinoma Subtypes and Oncocytoma at Multiphasic Multidetector CT
    Young, Jonathan R.
    Margolis, Daniel
    Sauk, Steven
    Pantuck, Allan J.
    Sayre, James
    Raman, Steven S.
    RADIOLOGY, 2013, 267 (02) : 444 - 453
  • [30] Clear Cell Type A and B Molecular Subtypes in Metastatic Clear Cell Renal Cell Carcinoma: Tumor Heterogeneity and Aggressiveness
    Serie, Daniel J.
    Joseph, Richard W.
    Cheville, John C.
    Ho, Thai H.
    Parasramka, Mansi
    Hilton, Tracy
    Thompson, R. Houston
    Leibovich, Bradley C.
    Parker, Alexander S.
    Eckel-Passow, Jeanette E.
    EUROPEAN UROLOGY, 2017, 71 (06) : 979 - 985